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English Information

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Authors
# Name
1 Marco Antonio Souza(marcoantoniosantos@alunos.utfpr.edu.br)
2 Adriano da Silva(rivolli@utfpr.edu.br)
3 André Ortoncelli(ortoncelli@utfpr.edu.br)

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Reference
# Reference
1 de Franco, C. and Rebeiz, G. (2020a). Esg alpha: Do esg strategies outperform? EDHEC Working Paper.
2 de Franco, C. and Rebeiz, G. (2020b). From esg filters to machine learning: A new era of responsible investment. Journal of Sustainable Finance & Investment, 10(4):379–395.
3 Friede, G., Busch, T., and Bassen, A. (2015). Esg and financial performance: Aggregated evidence from more than 2000 empirical studies. Journal of Sustainable Finance & Investment, 5(4):210–233.
4 Gianfrate, G., Rubin, M., Ruzzi, D., and van Dijk, M. (2024). On the resilience of ESG firms during the covid-19 crisis: evidence across countries and asset classes. Journal of International Business Studies, 55:1069–1084.
5 Jiang, X. (2024). Explainable machine learning in esg scoring: Insights from shap analysis. Sustainability, 16(2):301.
6 Li, Y. (2025). Evaluating the financial impact of esg performance in developed markets: Insights from advanced machine learning and statistical models. Advances in Economics, Management and Political Sciences, 166:90–100.
7 Parashar, A., Verma, T., and Singh, R. (2024). Clustering esg scores and financial performance in renewable energy firms: A machine learning approach. Energy Economics and Sustainability Journal, 12(1):45–60.